Published March 17, 2025 | Version v2
Model Open

NLML: A Deep Neural Network Based Emulator for the Exact Nonlinear Interactions in a Wind Wave Model - Codes

Authors/Creators

  • 1. ROR icon Los Alamos National Laboratory
  • 2. ROR icon Argonne National Laboratory

Description

WW3-develop-NLML

  • This repository contains a modified version of the develop branch of WW3 (WW3-NLML), coupled with NLML through the new subroutine W3SNLMLMD. It is used for online ML inference in the paper titled NLML: A Deep Neural Network-Based Emulator for the Exact Nonlinear Interactions in a Wind Wave Model.
  • Github link

NLML-main

  • This contains the Python scripts used for data preprocessing and training the deep neural networks described in the paper
  • NLML Github link

Files

NLML-main.zip

Files (32.4 MB)

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md5:fb1a8f7ef32ca3c15e488df2132eacaa
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Additional details

Software

Repository URL
https://github.com/OlawaleClimate/WW3